{ "best_global_step": 1092, "best_metric": 0.9566188454020108, "best_model_checkpoint": "/kaggle/working/hpo_scibert_uncased/trial_6/checkpoint-1092", "epoch": 7.0, "eval_steps": 500, "global_step": 1092, "is_hyper_param_search": false, "is_local_process_zero": true, "is_world_process_zero": true, "log_history": [ { "epoch": 0.32051282051282054, "grad_norm": 121545.390625, "learning_rate": 4.628257110973899e-05, "loss": 0.6602, "step": 50 }, { "epoch": 0.6410256410256411, "grad_norm": 165566.34375, "learning_rate": 4.406384766248401e-05, "loss": 0.2825, "step": 100 }, { "epoch": 0.9615384615384616, "grad_norm": 183398.71875, "learning_rate": 4.184512421522902e-05, "loss": 0.2105, "step": 150 }, { "epoch": 1.0, "eval_f1_macro": 0.9405513571748276, "eval_f1_micro": 0.9374337221633087, "eval_f1_weighted": 0.9373994117527249, "eval_loss": 0.19546222686767578, "eval_roc_auc_macro": 0.9773648844952434, "eval_runtime": 6.6101, "eval_samples_per_second": 54.008, "eval_steps_per_second": 0.908, "step": 156 }, { "epoch": 1.282051282051282, "grad_norm": 119565.84375, "learning_rate": 3.962640076797404e-05, "loss": 0.1367, "step": 200 }, { "epoch": 1.6025641025641026, "grad_norm": 162723.625, "learning_rate": 3.740767732071905e-05, "loss": 0.1247, "step": 250 }, { "epoch": 1.9230769230769231, "grad_norm": 39087.80859375, "learning_rate": 3.5188953873464064e-05, "loss": 0.1182, "step": 300 }, { "epoch": 2.0, "eval_f1_macro": 0.9436427931387608, "eval_f1_micro": 0.94375, "eval_f1_weighted": 0.9438667437399432, "eval_loss": 0.16677653789520264, "eval_roc_auc_macro": 0.9820117282613596, "eval_runtime": 6.6121, "eval_samples_per_second": 53.992, "eval_steps_per_second": 0.907, "step": 312 }, { "epoch": 2.2435897435897436, "grad_norm": 125978.8359375, "learning_rate": 3.297023042620908e-05, "loss": 0.0894, "step": 350 }, { "epoch": 2.564102564102564, "grad_norm": 264165.40625, "learning_rate": 3.0751506978954095e-05, "loss": 0.0687, "step": 400 }, { "epoch": 2.8846153846153846, "grad_norm": 68308.296875, "learning_rate": 2.853278353169911e-05, "loss": 0.0651, "step": 450 }, { "epoch": 3.0, "eval_f1_macro": 0.9445835024754138, "eval_f1_micro": 0.948024948024948, "eval_f1_weighted": 0.9482797012589066, "eval_loss": 0.15806053578853607, "eval_roc_auc_macro": 0.9879374351632613, "eval_runtime": 6.6786, "eval_samples_per_second": 53.454, "eval_steps_per_second": 0.898, "step": 468 }, { "epoch": 3.2051282051282053, "grad_norm": 15062.0087890625, "learning_rate": 2.6314060084444123e-05, "loss": 0.0452, "step": 500 }, { "epoch": 3.5256410256410255, "grad_norm": 10435.2138671875, "learning_rate": 2.409533663718914e-05, "loss": 0.0429, "step": 550 }, { "epoch": 3.8461538461538463, "grad_norm": 240173.984375, "learning_rate": 2.1876613189934154e-05, "loss": 0.0495, "step": 600 }, { "epoch": 4.0, "eval_f1_macro": 0.9468900491419501, "eval_f1_micro": 0.9495798319327731, "eval_f1_weighted": 0.9496287427368676, "eval_loss": 0.19388458132743835, "eval_roc_auc_macro": 0.9843316823250352, "eval_runtime": 6.5837, "eval_samples_per_second": 54.225, "eval_steps_per_second": 0.911, "step": 624 }, { "epoch": 4.166666666666667, "grad_norm": 3220.84521484375, "learning_rate": 1.965788974267917e-05, "loss": 0.0278, "step": 650 }, { "epoch": 4.487179487179487, "grad_norm": 77989.6796875, "learning_rate": 1.7439166295424185e-05, "loss": 0.0328, "step": 700 }, { "epoch": 4.8076923076923075, "grad_norm": 17635.943359375, "learning_rate": 1.5220442848169199e-05, "loss": 0.0194, "step": 750 }, { "epoch": 5.0, "eval_f1_macro": 0.9542678396871944, "eval_f1_micro": 0.9544513457556936, "eval_f1_weighted": 0.954747368183765, "eval_loss": 0.17806702852249146, "eval_roc_auc_macro": 0.9850715189437066, "eval_runtime": 6.6153, "eval_samples_per_second": 53.966, "eval_steps_per_second": 0.907, "step": 780 }, { "epoch": 5.128205128205128, "grad_norm": 7326.7744140625, "learning_rate": 1.3001719400914214e-05, "loss": 0.0209, "step": 800 }, { "epoch": 5.448717948717949, "grad_norm": 42033.6640625, "learning_rate": 1.0782995953659228e-05, "loss": 0.0112, "step": 850 }, { "epoch": 5.769230769230769, "grad_norm": 20092.216796875, "learning_rate": 8.564272506404243e-06, "loss": 0.0179, "step": 900 }, { "epoch": 6.0, "eval_f1_macro": 0.9521823752294121, "eval_f1_micro": 0.955067920585162, "eval_f1_weighted": 0.9553084318062802, "eval_loss": 0.22233474254608154, "eval_roc_auc_macro": 0.9832222195348375, "eval_runtime": 6.606, "eval_samples_per_second": 54.042, "eval_steps_per_second": 0.908, "step": 936 }, { "epoch": 6.089743589743589, "grad_norm": 630.0228881835938, "learning_rate": 6.345549059149257e-06, "loss": 0.0115, "step": 950 }, { "epoch": 6.410256410256411, "grad_norm": 469.14447021484375, "learning_rate": 4.126825611894273e-06, "loss": 0.005, "step": 1000 }, { "epoch": 6.730769230769231, "grad_norm": 564.0679931640625, "learning_rate": 1.9081021646392873e-06, "loss": 0.0125, "step": 1050 }, { "epoch": 7.0, "eval_f1_macro": 0.9548856387728133, "eval_f1_micro": 0.9563409563409563, "eval_f1_weighted": 0.9566188454020108, "eval_loss": 0.2219453752040863, "eval_roc_auc_macro": 0.9854251710108592, "eval_runtime": 6.6485, "eval_samples_per_second": 53.697, "eval_steps_per_second": 0.902, "step": 1092 } ], "logging_steps": 50, "max_steps": 1092, "num_input_tokens_seen": 0, "num_train_epochs": 7, "save_steps": 500, "stateful_callbacks": { "EarlyStoppingCallback": { "args": { "early_stopping_patience": 1, "early_stopping_threshold": 0.0 }, "attributes": { "early_stopping_patience_counter": 0 } }, "TrainerControl": { "args": { "should_epoch_stop": false, "should_evaluate": false, "should_log": false, "should_save": true, "should_training_stop": true }, "attributes": {} } }, "total_flos": 9155639800000512.0, "train_batch_size": 32, "trial_name": null, "trial_params": null }